Update s2 separation

[jarongrigat]

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What is the problem / what does the code in this PR do

Can you give a minimal working example (or illustrate with a figure)?

Please include the following if applicable:

• Update the documentation/README
• Tests to check the (new) code is working as desired.
• Does it solve one of the open issues on github?

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